The combination of photothermal therapy and chemotherapy has emerged as a promising strategy to improve cancer therapeutic efficacy. However, developing a versatile nanoplatform that simultaneously possesses commendable photothermal effect and high drug encapsulation efficiency remains a challenging problem yet to be addressed. Herein, we report a facile supramolecular self-assembly strategy to construct gold nanoparticle clusters (AuNCs) for synergistic photothermal-chemo therapy. By utilizing the functional polysaccharide as a targeted ligand, hyaluronic acid-enriched AuNCs were endowed with targeting CD44 receptor overexpressed on the B16 cancer cells. Importantly, these hyaluronic acid modified AuNCs can shelter therapeutic cargo of doxorubicin (DOX) to aggregate larger nanoparticles via a host-guest interaction with the anchored β-cyclodextrin, as a "nanocluster-bomb" (DOX@AuNCs). The in vitro results revealed that these DOX@AuNCs showed light-triggered drug release behavior and synergistic photothermal-chemo therapy. The improved efficacy of synergistic therapy was further demonstrated by treating a xenografted B16 tumor model in vivo. We envision that our multipronged design of DOX@AuNCs provides a potent theranostic platform for precise cancer therapy and could be further enriched by introducing different imaging probes and therapeutic drugs as appropriate suitable guest molecules.